Add paper link, GitHub repository, and update metadata

This PR updates the dataset card to include:
- A link to the paper: [CGM-JEPA: Learning Consistent Continuous Glucose Monitor Representations via Predictive Self-Supervised Pretraining](https://huggingface.co/papers/2605.00933).
- A link to the official GitHub repository.
- Improved metadata including the `time-series-forecasting` task category.
- Updated citation information with the official BibTeX.

README.md

@@ -1,13 +1,16 @@
 ---
-license: mit
 language:
 - en
-pretty_name: CGM-JEPA Downstream Evaluation Splits
+license: mit
+size_categories:
+- n<1K
 task_categories:
+- time-series-forecasting
 - tabular-classification
 - feature-extraction
 task_ids:
 - tabular-multi-class-classification
+pretty_name: CGM-JEPA Downstream Evaluation Splits
 modalities:
 - Time Series
 - Tabular
@@ -21,8 +24,6 @@ tags:
 - healthcare
 - time-series
 - subject-level-classification
-size_categories:
-- n<1K
 configs:
 - config_name: default
   data_files:
@@ -34,7 +35,9 @@ configs:
 
 # CGM-JEPA Downstream Evaluation Splits
 
-Labeled cohort splits used to evaluate CGM encoders on two binary metabolic outcomes — **insulin resistance** and **β-cell dysfunction** — in the paper *CGM-JEPA: Learning Consistent Continuous Glucose Monitor Representations via Predictive Self-Supervised Pretraining*.
+[Paper](https://huggingface.co/papers/2605.00933) | [Code](https://github.com/cruiseresearchgroup/CGM-JEPA)
+
+Labeled cohort splits used to evaluate CGM encoders on two binary metabolic outcomes — **insulin resistance** and **β-cell dysfunction** — in the paper [CGM-JEPA: Learning Consistent Continuous Glucose Monitor Representations via Predictive Self-Supervised Pretraining](https://huggingface.co/papers/2605.00933).
 
 > Downstream-only. For the unlabeled pretraining corpus (Stanford + Colas), see [`CRUISEResearchGroup/CGM-JEPA-Pretraining`](https://huggingface.co/datasets/CRUISEResearchGroup/CGM-JEPA-Pretraining). For pretrained encoder weights, see [`CRUISEResearchGroup/CGM-JEPA`](https://huggingface.co/CRUISEResearchGroup/CGM-JEPA).
 
@@ -177,8 +180,15 @@ Released under the **MIT license**, inherited from the upstream [`Metabolic_Subp
 
 ## Citation
 
-> _Citation block to be filled once the CGM-JEPA paper has a stable venue / arXiv link._
+```bibtex
+@article{muhammad2026cgm,
+  title   = {CGM-JEPA: Learning Consistent Continuous Glucose Monitor Representations via Predictive Self-Supervised Pretraining},
+  author  = {Muhammad, Hada Melino and Li, Zechen and Salim, Flora and Metwally, Ahmed A},
+  journal = {arXiv preprint arXiv:2605.00933},
+  year    = {2026}
+}
+```
 
 ## Code repository
 
-[`https://github.com/cruiseresearchgroup/CGM-JEPA`](https://github.com/cruiseresearchgroup/CGM-JEPA)
+[https://github.com/cruiseresearchgroup/CGM-JEPA](https://github.com/cruiseresearchgroup/CGM-JEPA)